Monte Carlo approach to assess the uncertainty of wide-angle layered models: Application to the Santos Basin, Brazil

• Published in: Tectonophysics Vol. 683; pp. 286 - 307
• Main Authors: Loureiro, Afonso, Afilhado, Alexandra, Matias, Luís, Moulin, Maryline, Aslanian, Daniel
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 30-06-2016; Elsevier
• Subjects: Brazil, Santos Basin; Model assessment and probability distribution; Monte Carlo; Ray-tracing and travel time inversion; Sciences of the Universe; Velocity and depth uncertainty; Wideangle seismic reflection and refraction; Velocity and depth uncertainty; Model assessment and probability distribution; Ray-tracing and travel time inversion; Brazil, Santos Basin; Monte Carlo; Wideangle seismic reflection and refraction
• ISSN: 0040-1951; 1879-3266
• DOI: 10.1016/j.tecto.2016.05.040

In the Santos Basin (Brazil), two parallel wide-angle refraction profiles show different crustal structures. One shows moderate crustal velocity gradient, and a clear Moho with topography. The other has an anomalous velocity zone, and no clear Moho reflections. This has large implications on the geological and geodynamical interpretation of the basin. Model uncertainties must be excluded as a source of these differences.
We developed VMONTECARLO, a tool to assess model uncertainty of layered velocity models using a Monte Carlo approach and simultaneous parameter perturbation using all picked refracted and reflected arrivals. It gives insights into the acceptable geological interpretations allowed by data and model uncertainty through velocity-depth plots that provide: a) the velocity-depth profile range that is consistent with the travel times; b) the random model that provides the best fit, keeping most of the observations covered by ray-tracing; c) insight into valid models dispersion; d) main model features unequivocally required by the travel times, e.g., first-order versus second-order discontinuities, and velocity gradient magnitudes; e) parameter value probability distribution histograms.
VMONTECARLO is seamlessly integrated into a RAYINVR-based modelling work-flow, and can be used to assess final models or sound the solution space for alternate models, and is also capable of evaluating forward models without the need for inversion, thus avoiding local minima that may trap the inversion algorithms and providing information for models still not well-parametrised.
Results for the Brazilian models show that the imaged structures are indeed geologically different and are not due to different interpretations of the same features within the model uncertainty bounds. These differences highlight the strong heterogeneity of the crust in the middle of the Santos Basin, where the rift is supposed to have failed.
•We propose a new method to evaluate layered velocity model uncertainty.•The method is unbiased and based on Monte Carlo simulations.•It integrates directly on common modelling forward work-flows at any modelling stage.•It provides uncertainty estimates without inversion.•We show that there are different lower crustal structures in the Santos Basin profiles.